{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.7.6",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "colab": {
      "name": "31 - Near duplicate image detection",
      "provenance": [],
      "collapsed_sections": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "POWZoSJR6XzK"
      },
      "source": [
        "# Near duplicate image detection\n",
        "\n",
        "_This notebook is part of a tutorial series on [txtai](https://github.com/neuml/txtai), an AI-powered semantic search platform._\n",
        "\n",
        "[txtai](https://github.com/neuml/txtai) executes machine-learning workflows to transform data and build AI-powered semantic search applications.\n",
        "\n",
        "This notebook will give an overview of how perceptual image hashes can be used to detect duplicate and near duplicate images."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qa_PPKVX6XzN"
      },
      "source": [
        "# Install dependencies\n",
        "\n",
        "Install `txtai` and all dependencies."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "trusted": true,
        "_kg_hide-output": true,
        "id": "24q-1n5i6XzQ"
      },
      "source": [
        "%%capture\n",
        "!pip install git+https://github.com/neuml/txtai#egg=txtai[pipeline] textdistance\n",
        "\n",
        "# Get test data\n",
        "!wget -N https://github.com/neuml/txtai/releases/download/v3.5.0/tests.tar.gz\n",
        "!tar -xvzf tests.tar.gz"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generate hashes\n",
        "\n",
        "The example below generates perceptual image hashes for a list of images."
      ],
      "metadata": {
        "id": "bkunuMa3gbpT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import glob\n",
        "\n",
        "from PIL import Image\n",
        "\n",
        "from txtai.pipeline import ImageHash\n",
        "\n",
        "def show(image):\n",
        "  width, height = image.size\n",
        "  return image.resize((int(width / 2.25), int((width / 2.25) * height / width)))\n",
        "\n",
        "# Get and scale images\n",
        "images = [Image.open(image) for image in glob.glob('txtai/*jpg')]\n",
        "\n",
        "# Create image pipeline\n",
        "ihash = ImageHash()\n",
        "\n",
        "# Generate hashes\n",
        "hashes = ihash(images)\n",
        "hashes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Qch4TtJPgdg0",
        "outputId": "f9500c6f-f24a-4bf7-bd3f-13d73747c762"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['000000c0feffff00',\n",
              " '0859dd04ffbfbf00',\n",
              " '78f8f8d8f8f8f8f0',\n",
              " '0000446c6f2f2724',\n",
              " 'ffffdf0700010100',\n",
              " '00000006fefcfc30',\n",
              " 'ff9d8140c070ffff',\n",
              " 'ff9f010909010101',\n",
              " '63263c183ce66742',\n",
              " '60607072fe78cc00']"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Hash search\n",
        "\n",
        "Next we'll generate a search hash to use to find similar near-duplicate images. This logic takes a section of an image and generates a hash for that"
      ],
      "metadata": {
        "id": "Zkexah5pk9Yy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Select portion of image\n",
        "width, height = images[0].size\n",
        "\n",
        "# Get dimensions for middle of image\n",
        "left = (width - width/3)/2\n",
        "top = (height - height/1.35)/2\n",
        "right = (width + width/3)/2\n",
        "bottom = (height + height/1.35)/2\n",
        "\n",
        "# Crop image\n",
        "search = images[0].crop((left, top, right, bottom))\n",
        "show(search)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 163
        },
        "id": "csFOHf5Ri66U",
        "outputId": "e76a4357-dc21-4106-a169-7be5168bacf2"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=104x146 at 0x7F391E8433D0>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now let's compare the hash to all the image hashes using [Levenshtein distance](https://en.wikipedia.org/wiki/Levenshtein_distance). We'll use the [textdistance](https://github.com/life4/textdistance) library for that. "
      ],
      "metadata": {
        "id": "28nRInU9lKN_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import textdistance\n",
        "\n",
        "# Find closest image hash using textdistance\n",
        "shash = ihash(search)\n",
        "\n",
        "# Calculate distances for search hash\n",
        "distances = [int(textdistance.levenshtein.distance(h, shash)) for h in hashes]\n",
        "\n",
        "# Show closest image hash\n",
        "low = min(distances)\n",
        "show(images[distances.index(low)])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        },
        "id": "c40UPAUVjjfM",
        "outputId": "b9cdcd52-8b6e-4060-9df0-ad92bcda9d9a"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=311x197 at 0x7F391E245D10>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "And as expected, the closest match is the original full image!"
      ],
      "metadata": {
        "id": "k_gjXTdalsT7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generate hashes with Embeddings indexes\n",
        "\n",
        "Next we'll add a custom field with a perceptual image hash and a custom SQL function to calculate Levenshtein distance. An index of images is built and then a search query run using the distance from the same search hash."
      ],
      "metadata": {
        "id": "BPIplNawl192"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from txtai.embeddings import Embeddings\n",
        "\n",
        "def distance(a, b):\n",
        "  if a and not b:\n",
        "    return len(a)\n",
        "  if not a and b:\n",
        "    return len(b)\n",
        "  if not a and not b:\n",
        "    return 0\n",
        "  \n",
        "  return int(textdistance.levenshtein.distance(a, b))\n",
        "\n",
        "# Create embeddings index with content enabled. The default behavior is to only store indexed vectors.\n",
        "embeddings = Embeddings({\"path\": \"sentence-transformers/nli-mpnet-base-v2\", \"content\": True, \"objects\": \"image\", \"functions\": [distance]})\n",
        "\n",
        "# Create an index for the list of text\n",
        "embeddings.index([(uid, {\"object\": image, \"text\": ihash(image)}, None) for uid, image in enumerate(images)])\n",
        "\n",
        "# Find image that is closest to hash\n",
        "show(embeddings.search(f\"select object from txtai order by distance(text, '{shash}')\")[0][\"object\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        },
        "id": "nJh6xkT8le0r",
        "outputId": "9310c612-5fce-4c16-9f00-41f29588ef0e"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=311x197 at 0x7F391E7E1710>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "And just like above, the best match is the original full image."
      ],
      "metadata": {
        "id": "I8KiCM81mFw5"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aDIF3tYt6X0O"
      },
      "source": [
        "# Wrapping up\n",
        "\n",
        "This notebook introduced perceptual image hashing. These hashes can be used to detect near-duplicate images. This method is not backed by machine learning models and not intended to find conceptually similar images. But for tasks looking to find similar/near-duplicate images this method is fast and does the job!"
      ]
    }
  ]
}